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dlc-video-5-4-l2-l1-penalties
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Tuesday, 23 February 2021
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1
dlc-video-7-3-denoising-autoencoders
François Fleuret
Tuesday 23 February 2021
2
dlc-video-7-4-VAE
François Fleuret
Tuesday 23 February 2021
3
dlc-video-8-1-CV-tasks
François Fleuret
Tuesday 23 February 2021
4
dlc-video-8-2-image-classification
François Fleuret
Tuesday 23 February 2021
5
dlc-video-8-3-object-detection
François Fleuret
Tuesday 23 February 2021
6
dlc-video-8-4-segmentation
François Fleuret
Tuesday 23 February 2021
7
dlc-video-8-5-dataloader-and-surgery
François Fleuret
Tuesday 23 February 2021
8
dlc-video-9-1-looking-at-parameters
François Fleuret
Tuesday 23 February 2021
9
dlc-video-9-2-looking-at-activations
François Fleuret
Tuesday 23 February 2021
10
dlc-video-9-3-visualizing-in-input
François Fleuret
Tuesday 23 February 2021
11
dlc-video-9-4-optimizing-inputs
François Fleuret
Tuesday 23 February 2021
12
dlc-video-10-1-autoregression
François Fleuret
Tuesday 23 February 2021
13
dlc-video-10-2-causal-convolutions
François Fleuret
Tuesday 23 February 2021
14
dlc-video-10-3-NVP
François Fleuret
Tuesday 23 February 2021
15
dlc-video-11-1-GAN
François Fleuret
Tuesday 23 February 2021
16
dlc-video-11-2-Wasserstein-GAN
François Fleuret
Tuesday 23 February 2021
17
dlc-video-11-3-conditional-GAN
François Fleuret
Tuesday 23 February 2021
18
dlc-video-11-4-persistence
François Fleuret
Tuesday 23 February 2021
19
dlc-video-12-1-RNN-basics
François Fleuret
Tuesday 23 February 2021
20
dlc-video-12-2-LSTM-and-GRU
François Fleuret
Tuesday 23 February 2021
21
dlc-video-12-3-word-embeddings-and-translation
François Fleuret
Tuesday 23 February 2021
22
dlc-video-13-1-attention-memory-translation
François Fleuret
Tuesday 23 February 2021
23
dlc-video-13-2-attention-mechanisms
François Fleuret
Tuesday 23 February 2021
24
dlc-video-13-3-transformers
François Fleuret
Tuesday 23 February 2021
25
dlc-video-4-1-DAG-networks
François Fleuret
Tuesday 23 February 2021
26
dlc-video-4-2-autograd
François Fleuret
Tuesday 23 February 2021
27
dlc-video-4-3-modules-and-batch-processing
François Fleuret
Tuesday 23 February 2021
28
dlc-video-4-4-convolutions
François Fleuret
Tuesday 23 February 2021
29
dlc-video-4-5-pooling
François Fleuret
Tuesday 23 February 2021
30
dlc-video-4-6-writing-a-module
François Fleuret
Tuesday 23 February 2021
31
dlc-video-5-1-cross-entropy-loss
François Fleuret
Tuesday 23 February 2021
32
dlc-video-5-2-SGD
François Fleuret
Tuesday 23 February 2021
33
dlc-video-5-3-optim
François Fleuret
Tuesday 23 February 2021
34
dlc-video-5-4-l2-l1-penalties
François Fleuret
Tuesday 23 February 2021
35
dlc-video-5-5-initialization
François Fleuret
Tuesday 23 February 2021
36
dlc-video-5-6-architecture-and-training
François Fleuret
Tuesday 23 February 2021
37
dlc-video-5-7-writing-an-autograd-function
François Fleuret
Tuesday 23 February 2021
38
dlc-video-6-1-benefits-of-depth
François Fleuret
Tuesday 23 February 2021
39
dlc-video-6-2-rectifiers
François Fleuret
Tuesday 23 February 2021
40
dlc-video-6-3-dropout
François Fleuret
Tuesday 23 February 2021
41
dlc-video-6-4-batch-normalization
François Fleuret
Tuesday 23 February 2021
42
dlc-video-6-5-residual-networks
François Fleuret
Tuesday 23 February 2021
43
dlc-video-6-6-using-GPUs
François Fleuret
Tuesday 23 February 2021
44
dlc-video-7-1-transposed-convolutions
François Fleuret
Tuesday 23 February 2021
45
dlc-video-7-2-autoencoders
François Fleuret
Tuesday 23 February 2021
46
dlc-video-1-1-from-anns-to-deep-learning
François Fleuret
Wednesday 24 February 2021
47
dlc-video-1-2-current-success
François Fleuret
Wednesday 24 February 2021
48
dlc-video-1-3-what-is-happening
François Fleuret
Wednesday 24 February 2021
49
dlc-video-1-4-tensors-and-linear-regression
François Fleuret
Wednesday 24 February 2021
50
dlc-video-1-5-high-dimension-tensors
François Fleuret
Wednesday 24 February 2021
51
dlc-video-1-6-tensor-internals
François Fleuret
Wednesday 24 February 2021
52
dlc-video-2-1-loss-and-risk
François Fleuret
Wednesday 24 February 2021
53
dlc-video-2-2-overfitting
François Fleuret
Wednesday 24 February 2021
54
dlc-video-2-3-bias-variance-dilemma
François Fleuret
Wednesday 24 February 2021
55
dlc-video-2-4-evaluation-protocols
François Fleuret
Wednesday 24 February 2021
56
dlc-video-2-5-basic-embeddings
François Fleuret
Wednesday 24 February 2021
57
dlc-video-3-1-perceptron
François Fleuret
Friday 5 March 2021
58
dlc-video-3-2-LDA
François Fleuret
Friday 5 March 2021
59
dlc-video-3-3-features
François Fleuret
Friday 5 March 2021
60
dlc-video-3-4-MLP
François Fleuret
Friday 5 March 2021
61
dlc-video-3-5-gradient-descent
François Fleuret
Saturday 6 March 2021
62
dlc-video-3-6-backprop
François Fleuret
Saturday 6 March 2021